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stat.ME2025
Estimation and model errors in Gaussian-process-based Sensitivity Analysis of functional outputs
Yuri Taglieri Sáo, Olivier Roustant, Geraldo de Freitas Maciel
Global sensitivity analysis (GSA) of functional-output models is usually performed by combining statistical techniques, such as basis expansions, metamodeling and sampling based es…
stat.ME2025
Block-Additive Gaussian Processes under Monotonicity Constraints
M. Deronzier, A. F. López-Lopera, F. Bachoc +2
We generalize the additive constrained Gaussian process framework to handle interactions between input variables while enforcing monotonicity constraints everywhere on the input sp…